{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "hide_input": false
   },
   "outputs": [],
   "source": [
    "import os, sys, inspect, io\n",
    "\n",
    "cmd_folder = os.path.realpath(\n",
    "    os.path.dirname(\n",
    "        os.path.abspath(os.path.split(inspect.getfile( inspect.currentframe() ))[0])))\n",
    "\n",
    "if cmd_folder not in sys.path:\n",
    "    sys.path.insert(0, cmd_folder)\n",
    "\n",
    "from transitions.extensions.states import Timeout, Tags, add_state_features\n",
    "from transitions.extensions.factory import HierarchicalGraphMachine as Machine\n",
    "from IPython.display import Image, display, display_png\n",
    "\n",
    "@add_state_features(Timeout, Tags)\n",
    "class CustomStateMachine(Machine):\n",
    "    pass\n",
    "\n",
    "class Matter(object):\n",
    "    def do_x(self):\n",
    "        pass\n",
    "    def do_y(self):\n",
    "        pass\n",
    "    def do_z(self):\n",
    "        pass\n",
    "    def is_hot(self):\n",
    "        return True\n",
    "    def is_too_hot(self):\n",
    "        return False\n",
    "    def show_graph(self, **kwargs):\n",
    "        stream = io.BytesIO()\n",
    "        self.get_graph(**kwargs).draw(stream, prog='dot', format='png')\n",
    "        display(Image(stream.getvalue()))\n",
    "\n",
    "extra_args = dict(auto_transitions=False, initial='standing', title='Mood Matrix',\n",
    "                  show_conditions=True, show_state_attributes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "hide_input": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "states = [{'name': 'caffeinated', 'on_enter': 'do_x',\n",
    "           'children':['dithering', 'running'], 'transitions': [['drink', 'dithering', '=']]},\n",
    "          {'name': 'standing', 'on_enter': ['do_x', 'do_y'], 'on_exit': 'do_z'},\n",
    "          {'name': 'walking', 'tags': ['accepted', 'pending'], 'timeout': 5, 'on_timeout': 'do_z'},\n",
    "          \n",
    "         ]\n",
    "transitions = [\n",
    "  ['walk', 'standing', 'walking'],\n",
    "  ['go', 'standing', 'walking'],\n",
    "  ['stop', 'walking', 'standing'],\n",
    "  {'trigger': 'drink', 'source': '*', 'dest': 'caffeinated_dithering',\n",
    "   'conditions':'is_hot', 'unless': 'is_too_hot'},\n",
    "  ['walk', 'caffeinated_dithering', 'caffeinated_running'],\n",
    "  ['relax', 'caffeinated', 'standing'],\n",
    "  ['sip', 'standing', 'caffeinated']\n",
    "]\n",
    "\n",
    "model = Matter()\n",
    "machine = CustomStateMachine(model=model, states=states, transitions=transitions, **extra_args)\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.walk()\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.drink()\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.walk()\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.relax()\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.show_graph(show_roi=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# multimodel test\n",
    "model1 = Matter()\n",
    "model2 = Matter()\n",
    "machine = CustomStateMachine(model=[model1, model2], states=states, transitions=transitions, **extra_args)\n",
    "model1.drink()\n",
    "model1.drink()\n",
    "model2.walk()\n",
    "model1.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
